Dataset statistics
| Number of variables | 15 |
|---|---|
| Number of observations | 6497 |
| Missing cells | 6 |
| Missing cells (%) | < 0.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 761.5 KiB |
| Average record size in memory | 120.0 B |
Variable types
| Categorical | 1 |
|---|---|
| Numeric | 14 |
fixed_acidity is highly overall correlated with type | High correlation |
volatile_acidity is highly overall correlated with type | High correlation |
residual_sugar is highly overall correlated with density | High correlation |
chlorides is highly overall correlated with density and 1 other fields | High correlation |
free_sulfur_dioxide is highly overall correlated with total_sulfur_dioxide | High correlation |
total_sulfur_dioxide is highly overall correlated with free_sulfur_dioxide and 1 other fields | High correlation |
density is highly overall correlated with residual_sugar and 2 other fields | High correlation |
alcohol is highly overall correlated with density | High correlation |
type is highly overall correlated with fixed_acidity and 3 other fields | High correlation |
citric_acid has 151 (2.3%) zeros | Zeros |
Reproduction
| Analysis started | 2023-08-15 15:22:18.579734 |
|---|---|
| Analysis finished | 2023-08-15 15:22:44.043960 |
| Duration | 25.46 seconds |
| Software version | pandas-profiling v0.0.dev0 |
| Download configuration | config.json |
type
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 50.9 KiB |
| white | |
|---|---|
| red |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 4.5077728 |
| Min length | 3 |
Characters and Unicode
| Total characters | 29287 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | red |
|---|---|
| 2nd row | red |
| 3rd row | red |
| 4th row | red |
| 5th row | red |
Common Values
| Value | Count | Frequency (%) |
| white | 4898 | |
| red | 1599 | 24.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| white | 4898 | |
| red | 1599 | 24.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 6497 | |
| w | 4898 | |
| h | 4898 | |
| i | 4898 | |
| t | 4898 | |
| r | 1599 | 5.5% |
| d | 1599 | 5.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 29287 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 6497 | |
| w | 4898 | |
| h | 4898 | |
| i | 4898 | |
| t | 4898 | |
| r | 1599 | 5.5% |
| d | 1599 | 5.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 29287 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 6497 | |
| w | 4898 | |
| h | 4898 | |
| i | 4898 | |
| t | 4898 | |
| r | 1599 | 5.5% |
| d | 1599 | 5.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 29287 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 6497 | |
| w | 4898 | |
| h | 4898 | |
| i | 4898 | |
| t | 4898 | |
| r | 1599 | 5.5% |
| d | 1599 | 5.5% |
fixed_acidity
Real number (ℝ)
| Distinct | 106 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.2153071 |
| Minimum | 3.8 |
|---|---|
| Maximum | 15.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 50.9 KiB |
Quantile statistics
| Minimum | 3.8 |
|---|---|
| 5-th percentile | 5.7 |
| Q1 | 6.4 |
| median | 7 |
| Q3 | 7.7 |
| 95-th percentile | 9.8 |
| Maximum | 15.9 |
| Range | 12.1 |
| Interquartile range (IQR) | 1.3 |
Descriptive statistics
| Standard deviation | 1.2964338 |
|---|---|
| Coefficient of variation (CV) | 0.17967825 |
| Kurtosis | 5.0611607 |
| Mean | 7.2153071 |
| Median Absolute Deviation (MAD) | 0.6 |
| Skewness | 1.7232896 |
| Sum | 46877.85 |
| Variance | 1.6807405 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6.8 | 354 | 5.4% |
| 6.6 | 327 | 5.0% |
| 6.4 | 305 | 4.7% |
| 7 | 282 | 4.3% |
| 6.9 | 279 | 4.3% |
| 7.2 | 273 | 4.2% |
| 6.7 | 264 | 4.1% |
| 7.1 | 257 | 4.0% |
| 6.5 | 242 | 3.7% |
| 7.4 | 238 | 3.7% |
| Other values (96) | 3676 |
| Value | Count | Frequency (%) |
| 3.8 | 1 | < 0.1% |
| 3.9 | 1 | < 0.1% |
| 4.2 | 2 | < 0.1% |
| 4.4 | 3 | < 0.1% |
| 4.5 | 1 | < 0.1% |
| 4.6 | 2 | < 0.1% |
| 4.7 | 6 | 0.1% |
| 4.8 | 9 | 0.1% |
| 4.9 | 8 | 0.1% |
| 5 | 30 |
| Value | Count | Frequency (%) |
| 15.9 | 1 | |
| 15.6 | 2 | |
| 15.5 | 2 | |
| 15 | 2 | |
| 14.3 | 1 | |
| 14.2 | 1 | |
| 14 | 1 | |
| 13.8 | 1 | |
| 13.7 | 2 | |
| 13.5 | 1 |
volatile_acidity
Real number (ℝ)
| Distinct | 187 |
|---|---|
| Distinct (%) | 2.9% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.33964132 |
| Minimum | 0.08 |
|---|---|
| Maximum | 1.58 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 50.9 KiB |
Quantile statistics
| Minimum | 0.08 |
|---|---|
| 5-th percentile | 0.16 |
| Q1 | 0.23 |
| median | 0.29 |
| Q3 | 0.4 |
| 95-th percentile | 0.67 |
| Maximum | 1.58 |
| Range | 1.5 |
| Interquartile range (IQR) | 0.17 |
Descriptive statistics
| Standard deviation | 0.16463713 |
|---|---|
| Coefficient of variation (CV) | 0.48473821 |
| Kurtosis | 2.8269365 |
| Mean | 0.33964132 |
| Median Absolute Deviation (MAD) | 0.08 |
| Skewness | 1.4956167 |
| Sum | 2206.31 |
| Variance | 0.027105383 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.28 | 286 | 4.4% |
| 0.24 | 266 | 4.1% |
| 0.26 | 256 | 3.9% |
| 0.25 | 238 | 3.7% |
| 0.22 | 235 | 3.6% |
| 0.27 | 232 | 3.6% |
| 0.23 | 221 | 3.4% |
| 0.2 | 217 | 3.3% |
| 0.3 | 214 | 3.3% |
| 0.32 | 205 | 3.2% |
| Other values (177) | 4126 |
| Value | Count | Frequency (%) |
| 0.08 | 4 | 0.1% |
| 0.085 | 1 | < 0.1% |
| 0.09 | 1 | < 0.1% |
| 0.1 | 6 | 0.1% |
| 0.105 | 6 | 0.1% |
| 0.11 | 13 | 0.2% |
| 0.115 | 3 | < 0.1% |
| 0.12 | 37 | |
| 0.125 | 3 | < 0.1% |
| 0.13 | 44 |
| Value | Count | Frequency (%) |
| 1.58 | 1 | |
| 1.33 | 2 | |
| 1.24 | 1 | |
| 1.185 | 1 | |
| 1.18 | 1 | |
| 1.13 | 1 | |
| 1.115 | 1 | |
| 1.1 | 1 | |
| 1.09 | 1 | |
| 1.07 | 1 |
citric_acid
Real number (ℝ)
| Distinct | 89 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.31863322 |
| Minimum | 0 |
|---|---|
| Maximum | 1.66 |
| Zeros | 151 |
| Zeros (%) | 2.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 50.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.05 |
| Q1 | 0.25 |
| median | 0.31 |
| Q3 | 0.39 |
| 95-th percentile | 0.56 |
| Maximum | 1.66 |
| Range | 1.66 |
| Interquartile range (IQR) | 0.14 |
Descriptive statistics
| Standard deviation | 0.14531786 |
|---|---|
| Coefficient of variation (CV) | 0.45606628 |
| Kurtosis | 2.3972392 |
| Mean | 0.31863322 |
| Median Absolute Deviation (MAD) | 0.07 |
| Skewness | 0.47173067 |
| Sum | 2070.16 |
| Variance | 0.021117282 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.3 | 337 | 5.2% |
| 0.28 | 301 | 4.6% |
| 0.32 | 289 | 4.4% |
| 0.49 | 283 | 4.4% |
| 0.26 | 257 | 4.0% |
| 0.34 | 249 | 3.8% |
| 0.29 | 244 | 3.8% |
| 0.27 | 236 | 3.6% |
| 0.24 | 232 | 3.6% |
| 0.31 | 230 | 3.5% |
| Other values (79) | 3839 |
| Value | Count | Frequency (%) |
| 0 | 151 | |
| 0.01 | 40 | 0.6% |
| 0.02 | 56 | 0.9% |
| 0.03 | 32 | 0.5% |
| 0.04 | 41 | 0.6% |
| 0.05 | 25 | 0.4% |
| 0.06 | 30 | 0.5% |
| 0.07 | 34 | 0.5% |
| 0.08 | 37 | 0.6% |
| 0.09 | 42 | 0.6% |
| Value | Count | Frequency (%) |
| 1.66 | 1 | < 0.1% |
| 1.23 | 1 | < 0.1% |
| 1 | 6 | |
| 0.99 | 1 | < 0.1% |
| 0.91 | 2 | < 0.1% |
| 0.88 | 1 | < 0.1% |
| 0.86 | 1 | < 0.1% |
| 0.82 | 2 | < 0.1% |
| 0.81 | 2 | < 0.1% |
| 0.8 | 2 | < 0.1% |
residual_sugar
Real number (ℝ)
| Distinct | 316 |
|---|---|
| Distinct (%) | 4.9% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.4437192 |
| Minimum | 0.6 |
|---|---|
| Maximum | 65.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 50.9 KiB |
Quantile statistics
| Minimum | 0.6 |
|---|---|
| 5-th percentile | 1.2 |
| Q1 | 1.8 |
| median | 3 |
| Q3 | 8.1 |
| 95-th percentile | 15 |
| Maximum | 65.8 |
| Range | 65.2 |
| Interquartile range (IQR) | 6.3 |
Descriptive statistics
| Standard deviation | 4.7580101 |
|---|---|
| Coefficient of variation (CV) | 0.87403665 |
| Kurtosis | 4.3585153 |
| Mean | 5.4437192 |
| Median Absolute Deviation (MAD) | 1.7 |
| Skewness | 1.4351777 |
| Sum | 35362.4 |
| Variance | 22.63866 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 235 | 3.6% |
| 1.8 | 228 | 3.5% |
| 1.6 | 223 | 3.4% |
| 1.4 | 219 | 3.4% |
| 1.2 | 195 | 3.0% |
| 2.2 | 187 | 2.9% |
| 2.1 | 179 | 2.8% |
| 1.9 | 176 | 2.7% |
| 1.7 | 175 | 2.7% |
| 1.5 | 172 | 2.6% |
| Other values (306) | 4507 |
| Value | Count | Frequency (%) |
| 0.6 | 2 | < 0.1% |
| 0.7 | 7 | 0.1% |
| 0.8 | 25 | 0.4% |
| 0.9 | 41 | 0.6% |
| 0.95 | 4 | 0.1% |
| 1 | 93 | |
| 1.05 | 1 | < 0.1% |
| 1.1 | 146 | |
| 1.15 | 3 | < 0.1% |
| 1.2 | 195 |
| Value | Count | Frequency (%) |
| 65.8 | 1 | |
| 31.6 | 2 | |
| 26.05 | 2 | |
| 23.5 | 1 | |
| 22.6 | 1 | |
| 22 | 2 | |
| 20.8 | 2 | |
| 20.7 | 2 | |
| 20.4 | 1 | |
| 20.3 | 1 |
chlorides
Real number (ℝ)
| Distinct | 214 |
|---|---|
| Distinct (%) | 3.3% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.056034945 |
| Minimum | 0.009 |
|---|---|
| Maximum | 0.611 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 50.9 KiB |
Quantile statistics
| Minimum | 0.009 |
|---|---|
| 5-th percentile | 0.028 |
| Q1 | 0.038 |
| median | 0.047 |
| Q3 | 0.065 |
| 95-th percentile | 0.102 |
| Maximum | 0.611 |
| Range | 0.602 |
| Interquartile range (IQR) | 0.027 |
Descriptive statistics
| Standard deviation | 0.03503619 |
|---|---|
| Coefficient of variation (CV) | 0.62525607 |
| Kurtosis | 50.889762 |
| Mean | 0.056034945 |
| Median Absolute Deviation (MAD) | 0.011 |
| Skewness | 5.3993711 |
| Sum | 364.003 |
| Variance | 0.0012275346 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.044 | 206 | 3.2% |
| 0.036 | 200 | 3.1% |
| 0.042 | 187 | 2.9% |
| 0.046 | 185 | 2.8% |
| 0.04 | 182 | 2.8% |
| 0.05 | 182 | 2.8% |
| 0.048 | 182 | 2.8% |
| 0.047 | 175 | 2.7% |
| 0.045 | 174 | 2.7% |
| 0.038 | 169 | 2.6% |
| Other values (204) | 4654 |
| Value | Count | Frequency (%) |
| 0.009 | 1 | < 0.1% |
| 0.012 | 3 | < 0.1% |
| 0.013 | 1 | < 0.1% |
| 0.014 | 4 | 0.1% |
| 0.015 | 4 | 0.1% |
| 0.016 | 5 | 0.1% |
| 0.017 | 5 | 0.1% |
| 0.018 | 10 | |
| 0.019 | 9 | |
| 0.02 | 16 |
| Value | Count | Frequency (%) |
| 0.611 | 1 | < 0.1% |
| 0.61 | 1 | < 0.1% |
| 0.467 | 1 | < 0.1% |
| 0.464 | 1 | < 0.1% |
| 0.422 | 1 | < 0.1% |
| 0.415 | 3 | |
| 0.414 | 2 | |
| 0.413 | 1 | < 0.1% |
| 0.403 | 1 | < 0.1% |
| 0.401 | 1 | < 0.1% |
free_sulfur_dioxide
Real number (ℝ)
| Distinct | 135 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 30.528787 |
| Minimum | 1 |
|---|---|
| Maximum | 289 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 50.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 17 |
| median | 29 |
| Q3 | 41 |
| 95-th percentile | 61 |
| Maximum | 289 |
| Range | 288 |
| Interquartile range (IQR) | 24 |
Descriptive statistics
| Standard deviation | 17.748565 |
|---|---|
| Coefficient of variation (CV) | 0.58137145 |
| Kurtosis | 7.9086168 |
| Mean | 30.528787 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | 1.2201547 |
| Sum | 198315 |
| Variance | 315.01157 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 29 | 183 | 2.8% |
| 6 | 170 | 2.6% |
| 26 | 161 | 2.5% |
| 15 | 157 | 2.4% |
| 24 | 152 | 2.3% |
| 31 | 152 | 2.3% |
| 17 | 149 | 2.3% |
| 34 | 146 | 2.2% |
| 35 | 144 | 2.2% |
| 23 | 142 | 2.2% |
| Other values (125) | 4940 |
| Value | Count | Frequency (%) |
| 1 | 3 | < 0.1% |
| 2 | 2 | < 0.1% |
| 3 | 59 | 0.9% |
| 4 | 52 | 0.8% |
| 5 | 129 | |
| 5.5 | 1 | < 0.1% |
| 6 | 170 | |
| 7 | 96 | |
| 8 | 90 | |
| 9 | 91 |
| Value | Count | Frequency (%) |
| 289 | 1 | |
| 146.5 | 1 | |
| 138.5 | 1 | |
| 131 | 1 | |
| 128 | 1 | |
| 124 | 1 | |
| 122.5 | 1 | |
| 118.5 | 1 | |
| 112 | 1 | |
| 110 | 1 |
total_sulfur_dioxide
Real number (ℝ)
| Distinct | 276 |
|---|---|
| Distinct (%) | 4.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 115.74457 |
| Minimum | 6 |
|---|---|
| Maximum | 440 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 50.9 KiB |
Quantile statistics
| Minimum | 6 |
|---|---|
| 5-th percentile | 19 |
| Q1 | 77 |
| median | 118 |
| Q3 | 156 |
| 95-th percentile | 206 |
| Maximum | 440 |
| Range | 434 |
| Interquartile range (IQR) | 79 |
Descriptive statistics
| Standard deviation | 56.521855 |
|---|---|
| Coefficient of variation (CV) | 0.48833265 |
| Kurtosis | -0.37166365 |
| Mean | 115.74457 |
| Median Absolute Deviation (MAD) | 39 |
| Skewness | -0.0011774782 |
| Sum | 751992.5 |
| Variance | 3194.72 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 111 | 72 | 1.1% |
| 113 | 65 | 1.0% |
| 117 | 57 | 0.9% |
| 122 | 57 | 0.9% |
| 128 | 56 | 0.9% |
| 98 | 56 | 0.9% |
| 124 | 56 | 0.9% |
| 114 | 56 | 0.9% |
| 118 | 55 | 0.8% |
| 150 | 54 | 0.8% |
| Other values (266) | 5913 |
| Value | Count | Frequency (%) |
| 6 | 3 | < 0.1% |
| 7 | 4 | 0.1% |
| 8 | 14 | 0.2% |
| 9 | 15 | |
| 10 | 28 | |
| 11 | 26 | |
| 12 | 29 | |
| 13 | 28 | |
| 14 | 33 | |
| 15 | 35 |
| Value | Count | Frequency (%) |
| 440 | 1 | |
| 366.5 | 1 | |
| 344 | 1 | |
| 313 | 1 | |
| 307.5 | 1 | |
| 303 | 1 | |
| 294 | 1 | |
| 289 | 1 | |
| 282 | 1 | |
| 278 | 1 |
density
Real number (ℝ)
| Distinct | 998 |
|---|---|
| Distinct (%) | 15.4% |
| Missing | 2 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.99469616 |
| Minimum | 0.98711 |
|---|---|
| Maximum | 1.03898 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 50.9 KiB |
Quantile statistics
| Minimum | 0.98711 |
|---|---|
| 5-th percentile | 0.9899 |
| Q1 | 0.99234 |
| median | 0.99489 |
| Q3 | 0.99699 |
| 95-th percentile | 0.999393 |
| Maximum | 1.03898 |
| Range | 0.05187 |
| Interquartile range (IQR) | 0.00465 |
Descriptive statistics
| Standard deviation | 0.0029989891 |
|---|---|
| Coefficient of variation (CV) | 0.0030149801 |
| Kurtosis | 6.6052524 |
| Mean | 0.99469616 |
| Median Absolute Deviation (MAD) | 0.00231 |
| Skewness | 0.50401094 |
| Sum | 6460.5515 |
| Variance | 8.9939356 × 10-6 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.9972 | 69 | 1.1% |
| 0.9976 | 69 | 1.1% |
| 0.992 | 64 | 1.0% |
| 0.998 | 64 | 1.0% |
| 0.9928 | 63 | 1.0% |
| 0.9986 | 61 | 0.9% |
| 0.9966 | 59 | 0.9% |
| 0.9962 | 59 | 0.9% |
| 0.9968 | 55 | 0.8% |
| 0.9932 | 54 | 0.8% |
| Other values (988) | 5878 |
| Value | Count | Frequency (%) |
| 0.98711 | 1 | |
| 0.98713 | 1 | |
| 0.98722 | 1 | |
| 0.9874 | 1 | |
| 0.98742 | 2 | |
| 0.98746 | 2 | |
| 0.98758 | 1 | |
| 0.98774 | 1 | |
| 0.98779 | 1 | |
| 0.98794 | 2 |
| Value | Count | Frequency (%) |
| 1.03898 | 1 | < 0.1% |
| 1.0103 | 2 | |
| 1.00369 | 2 | |
| 1.0032 | 1 | < 0.1% |
| 1.00315 | 3 | |
| 1.00295 | 2 | |
| 1.00289 | 1 | < 0.1% |
| 1.0026 | 2 | |
| 1.00242 | 2 | |
| 1.00241 | 1 | < 0.1% |
pH
Real number (ℝ)
| Distinct | 108 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.2185008 |
| Minimum | 2.72 |
|---|---|
| Maximum | 4.01 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 50.9 KiB |
Quantile statistics
| Minimum | 2.72 |
|---|---|
| 5-th percentile | 2.97 |
| Q1 | 3.11 |
| median | 3.21 |
| Q3 | 3.32 |
| 95-th percentile | 3.5 |
| Maximum | 4.01 |
| Range | 1.29 |
| Interquartile range (IQR) | 0.21 |
Descriptive statistics
| Standard deviation | 0.1607872 |
|---|---|
| Coefficient of variation (CV) | 0.049957173 |
| Kurtosis | 0.36765727 |
| Mean | 3.2185008 |
| Median Absolute Deviation (MAD) | 0.11 |
| Skewness | 0.3868388 |
| Sum | 20910.6 |
| Variance | 0.025852524 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3.16 | 200 | 3.1% |
| 3.14 | 193 | 3.0% |
| 3.22 | 185 | 2.8% |
| 3.2 | 176 | 2.7% |
| 3.15 | 170 | 2.6% |
| 3.19 | 170 | 2.6% |
| 3.18 | 168 | 2.6% |
| 3.24 | 161 | 2.5% |
| 3.1 | 154 | 2.4% |
| 3.12 | 154 | 2.4% |
| Other values (98) | 4766 |
| Value | Count | Frequency (%) |
| 2.72 | 1 | < 0.1% |
| 2.74 | 2 | < 0.1% |
| 2.77 | 1 | < 0.1% |
| 2.79 | 3 | < 0.1% |
| 2.8 | 3 | < 0.1% |
| 2.82 | 1 | < 0.1% |
| 2.83 | 4 | 0.1% |
| 2.84 | 1 | < 0.1% |
| 2.85 | 9 | |
| 2.86 | 10 |
| Value | Count | Frequency (%) |
| 4.01 | 2 | |
| 3.9 | 2 | |
| 3.85 | 1 | |
| 3.82 | 1 | |
| 3.81 | 1 | |
| 3.8 | 2 | |
| 3.79 | 1 | |
| 3.78 | 2 | |
| 3.77 | 2 | |
| 3.76 | 2 |
sulphates
Real number (ℝ)
| Distinct | 111 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.53126828 |
| Minimum | 0.22 |
|---|---|
| Maximum | 2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 50.9 KiB |
Quantile statistics
| Minimum | 0.22 |
|---|---|
| 5-th percentile | 0.35 |
| Q1 | 0.43 |
| median | 0.51 |
| Q3 | 0.6 |
| 95-th percentile | 0.79 |
| Maximum | 2 |
| Range | 1.78 |
| Interquartile range (IQR) | 0.17 |
Descriptive statistics
| Standard deviation | 0.14880587 |
|---|---|
| Coefficient of variation (CV) | 0.28009554 |
| Kurtosis | 8.6536988 |
| Mean | 0.53126828 |
| Median Absolute Deviation (MAD) | 0.08 |
| Skewness | 1.79727 |
| Sum | 3451.65 |
| Variance | 0.022143188 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.5 | 276 | 4.2% |
| 0.46 | 243 | 3.7% |
| 0.54 | 235 | 3.6% |
| 0.44 | 232 | 3.6% |
| 0.38 | 214 | 3.3% |
| 0.48 | 208 | 3.2% |
| 0.52 | 203 | 3.1% |
| 0.49 | 197 | 3.0% |
| 0.47 | 191 | 2.9% |
| 0.45 | 190 | 2.9% |
| Other values (101) | 4308 |
| Value | Count | Frequency (%) |
| 0.22 | 1 | < 0.1% |
| 0.23 | 1 | < 0.1% |
| 0.25 | 4 | 0.1% |
| 0.26 | 4 | 0.1% |
| 0.27 | 13 | 0.2% |
| 0.28 | 13 | 0.2% |
| 0.29 | 16 | 0.2% |
| 0.3 | 31 | |
| 0.31 | 35 | |
| 0.32 | 54 |
| Value | Count | Frequency (%) |
| 2 | 1 | < 0.1% |
| 1.98 | 1 | < 0.1% |
| 1.95 | 2 | |
| 1.62 | 1 | < 0.1% |
| 1.61 | 1 | < 0.1% |
| 1.59 | 1 | < 0.1% |
| 1.56 | 1 | < 0.1% |
| 1.36 | 3 | |
| 1.34 | 1 | < 0.1% |
| 1.33 | 1 | < 0.1% |
alcohol
Real number (ℝ)
| Distinct | 111 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.491801 |
| Minimum | 8 |
|---|---|
| Maximum | 14.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 50.9 KiB |
Quantile statistics
| Minimum | 8 |
|---|---|
| 5-th percentile | 9 |
| Q1 | 9.5 |
| median | 10.3 |
| Q3 | 11.3 |
| 95-th percentile | 12.7 |
| Maximum | 14.9 |
| Range | 6.9 |
| Interquartile range (IQR) | 1.8 |
Descriptive statistics
| Standard deviation | 1.1927117 |
|---|---|
| Coefficient of variation (CV) | 0.11368037 |
| Kurtosis | -0.53168738 |
| Mean | 10.491801 |
| Median Absolute Deviation (MAD) | 0.9 |
| Skewness | 0.56571773 |
| Sum | 68165.23 |
| Variance | 1.4225613 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9.5 | 367 | 5.6% |
| 9.4 | 332 | 5.1% |
| 9.2 | 271 | 4.2% |
| 10 | 229 | 3.5% |
| 10.5 | 227 | 3.5% |
| 11 | 217 | 3.3% |
| 9 | 215 | 3.3% |
| 9.8 | 214 | 3.3% |
| 10.4 | 194 | 3.0% |
| 9.3 | 193 | 3.0% |
| Other values (101) | 4038 |
| Value | Count | Frequency (%) |
| 8 | 2 | < 0.1% |
| 8.4 | 5 | 0.1% |
| 8.5 | 10 | 0.2% |
| 8.6 | 23 | 0.4% |
| 8.7 | 80 | 1.2% |
| 8.8 | 109 | |
| 8.9 | 95 | |
| 9 | 215 | |
| 9.05 | 1 | < 0.1% |
| 9.1 | 167 |
| Value | Count | Frequency (%) |
| 14.9 | 1 | < 0.1% |
| 14.2 | 1 | < 0.1% |
| 14.05 | 1 | < 0.1% |
| 14 | 12 | |
| 13.9 | 3 | < 0.1% |
| 13.8 | 2 | < 0.1% |
| 13.7 | 7 | |
| 13.6 | 13 | |
| 13.56666667 | 1 | < 0.1% |
| 13.55 | 1 | < 0.1% |
X
Real number (ℝ)
| Distinct | 6496 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -20608.952 |
| Minimum | -57235.222 |
|---|---|
| Maximum | 24398.887 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 5551 |
| Negative (%) | 85.4% |
| Memory size | 50.9 KiB |
Quantile statistics
| Minimum | -57235.222 |
|---|---|
| 5-th percentile | -43675.706 |
| Q1 | -32423.819 |
| median | -23464.037 |
| Q3 | -11658.3 |
| 95-th percentile | 12787.44 |
| Maximum | 24398.887 |
| Range | 81634.11 |
| Interquartile range (IQR) | 20765.518 |
Descriptive statistics
| Standard deviation | 16921.859 |
|---|---|
| Coefficient of variation (CV) | -0.82109265 |
| Kurtosis | -0.21420898 |
| Mean | -20608.952 |
| Median Absolute Deviation (MAD) | 10114.994 |
| Skewness | 0.62786708 |
| Sum | -1.3389636 × 108 |
| Variance | 2.8634931 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -19058.15438 | 2 | < 0.1% |
| -11766.86327 | 1 | < 0.1% |
| -18856.40612 | 1 | < 0.1% |
| -41512.91109 | 1 | < 0.1% |
| -47383.75892 | 1 | < 0.1% |
| -31252.8151 | 1 | < 0.1% |
| -26646.40133 | 1 | < 0.1% |
| -30097.46155 | 1 | < 0.1% |
| -12100.75239 | 1 | < 0.1% |
| -28211.88617 | 1 | < 0.1% |
| Other values (6486) | 6486 |
| Value | Count | Frequency (%) |
| -57235.22232 | 1 | |
| -56859.63272 | 1 | |
| -56784.81878 | 1 | |
| -56731.90936 | 1 | |
| -56677.59912 | 1 | |
| -56536.00171 | 1 | |
| -56212.35443 | 1 | |
| -56165.09116 | 1 | |
| -56150.07537 | 1 | |
| -55227.25914 | 1 |
| Value | Count | Frequency (%) |
| 24398.88749 | 1 | |
| 24286.70269 | 1 | |
| 24007.26476 | 1 | |
| 24003.6202 | 1 | |
| 23947.52162 | 1 | |
| 23872.28419 | 1 | |
| 21889.82574 | 1 | |
| 21839.40955 | 1 | |
| 21834.98425 | 1 | |
| 21795.13304 | 1 |
Y
Real number (ℝ)
| Distinct | 6496 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 222969.41 |
| Minimum | 183732.7 |
|---|---|
| Maximum | 274739.51 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 50.9 KiB |
Quantile statistics
| Minimum | 183732.7 |
|---|---|
| 5-th percentile | 189692.92 |
| Q1 | 200374.76 |
| median | 217804.87 |
| Q3 | 238683.12 |
| 95-th percentile | 267715.55 |
| Maximum | 274739.51 |
| Range | 91006.815 |
| Interquartile range (IQR) | 38308.358 |
Descriptive statistics
| Standard deviation | 26345.636 |
|---|---|
| Coefficient of variation (CV) | 0.11815807 |
| Kurtosis | -1.0686507 |
| Mean | 222969.41 |
| Median Absolute Deviation (MAD) | 19190.449 |
| Skewness | 0.48054088 |
| Sum | 1.4486322 × 109 |
| Variance | 6.9409252 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 216174.4645 | 2 | < 0.1% |
| 271295.5976 | 1 | < 0.1% |
| 190350.5149 | 1 | < 0.1% |
| 263835.9381 | 1 | < 0.1% |
| 209699.3084 | 1 | < 0.1% |
| 195370.757 | 1 | < 0.1% |
| 237036.3964 | 1 | < 0.1% |
| 192602.8595 | 1 | < 0.1% |
| 188208.4296 | 1 | < 0.1% |
| 200920.0338 | 1 | < 0.1% |
| Other values (6486) | 6486 |
| Value | Count | Frequency (%) |
| 183732.6954 | 1 | |
| 183754.4166 | 1 | |
| 185003.306 | 1 | |
| 185007.0439 | 1 | |
| 185035.063 | 1 | |
| 185041.9374 | 1 | |
| 185110.1329 | 1 | |
| 185110.5716 | 1 | |
| 185121.2261 | 1 | |
| 185165.5791 | 1 |
| Value | Count | Frequency (%) |
| 274739.5103 | 1 | |
| 274715.965 | 1 | |
| 274631.2637 | 1 | |
| 274594.3099 | 1 | |
| 274589.991 | 1 | |
| 274565.1681 | 1 | |
| 274394.8947 | 1 | |
| 274328.0724 | 1 | |
| 274313.7037 | 1 | |
| 274273.2434 | 1 |
quality
Real number (ℝ)
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.8183777 |
| Minimum | 3 |
|---|---|
| Maximum | 9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 50.9 KiB |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 5 |
| median | 6 |
| Q3 | 6 |
| 95-th percentile | 7 |
| Maximum | 9 |
| Range | 6 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.87325527 |
|---|---|
| Coefficient of variation (CV) | 0.1500857 |
| Kurtosis | 0.23232227 |
| Mean | 5.8183777 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.18962269 |
| Sum | 37802 |
| Variance | 0.76257477 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6 | 2836 | |
| 5 | 2138 | |
| 7 | 1079 | 16.6% |
| 4 | 216 | 3.3% |
| 8 | 193 | 3.0% |
| 3 | 30 | 0.5% |
| 9 | 5 | 0.1% |
| Value | Count | Frequency (%) |
| 3 | 30 | 0.5% |
| 4 | 216 | 3.3% |
| 5 | 2138 | |
| 6 | 2836 | |
| 7 | 1079 | 16.6% |
| 8 | 193 | 3.0% |
| 9 | 5 | 0.1% |
| Value | Count | Frequency (%) |
| 9 | 5 | 0.1% |
| 8 | 193 | 3.0% |
| 7 | 1079 | 16.6% |
| 6 | 2836 | |
| 5 | 2138 | |
| 4 | 216 | 3.3% |
| 3 | 30 | 0.5% |
| fixed_acidity | volatile_acidity | citric_acid | residual_sugar | chlorides | free_sulfur_dioxide | total_sulfur_dioxide | density | pH | sulphates | alcohol | X | Y | quality | type | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| fixed_acidity | 1.000 | 0.200 | 0.271 | -0.032 | 0.356 | -0.260 | -0.233 | 0.434 | -0.250 | 0.220 | -0.111 | -0.003 | 0.003 | -0.098 | 0.504 |
| volatile_acidity | 0.200 | 1.000 | -0.295 | -0.064 | 0.416 | -0.365 | -0.344 | 0.261 | 0.195 | 0.255 | -0.024 | -0.003 | -0.015 | -0.258 | 0.664 |
| citric_acid | 0.271 | -0.295 | 1.000 | 0.075 | -0.074 | 0.122 | 0.159 | 0.066 | -0.286 | 0.037 | 0.020 | 0.003 | 0.003 | 0.106 | 0.424 |
| residual_sugar | -0.032 | -0.064 | 0.075 | 1.000 | -0.036 | 0.388 | 0.455 | 0.527 | -0.229 | -0.138 | -0.329 | 0.018 | 0.009 | -0.017 | 0.350 |
| chlorides | 0.356 | 0.416 | -0.074 | -0.036 | 1.000 | -0.260 | -0.268 | 0.591 | 0.164 | 0.370 | -0.401 | -0.010 | -0.009 | -0.295 | 0.765 |
| free_sulfur_dioxide | -0.260 | -0.365 | 0.122 | 0.388 | -0.260 | 1.000 | 0.741 | 0.006 | -0.165 | -0.221 | -0.186 | -0.010 | 0.016 | 0.087 | 0.419 |
| total_sulfur_dioxide | -0.233 | -0.344 | 0.159 | 0.455 | -0.268 | 0.741 | 1.000 | 0.062 | -0.243 | -0.257 | -0.309 | -0.003 | 0.017 | -0.055 | 0.800 |
| density | 0.434 | 0.261 | 0.066 | 0.527 | 0.591 | 0.006 | 0.062 | 1.000 | 0.012 | 0.275 | -0.699 | 0.006 | 0.000 | -0.323 | 0.322 |
| pH | -0.250 | 0.195 | -0.286 | -0.229 | 0.164 | -0.165 | -0.243 | 0.012 | 1.000 | 0.254 | 0.140 | 0.000 | -0.004 | 0.033 | 0.333 |
| sulphates | 0.220 | 0.255 | 0.037 | -0.138 | 0.370 | -0.221 | -0.257 | 0.275 | 0.254 | 1.000 | 0.005 | -0.017 | -0.008 | 0.030 | 0.472 |
| alcohol | -0.111 | -0.024 | 0.020 | -0.329 | -0.401 | -0.186 | -0.309 | -0.699 | 0.140 | 0.005 | 1.000 | -0.015 | 0.001 | 0.447 | 0.147 |
| X | -0.003 | -0.003 | 0.003 | 0.018 | -0.010 | -0.010 | -0.003 | 0.006 | 0.000 | -0.017 | -0.015 | 1.000 | -0.342 | -0.004 | 0.028 |
| Y | 0.003 | -0.015 | 0.003 | 0.009 | -0.009 | 0.016 | 0.017 | 0.000 | -0.004 | -0.008 | 0.001 | -0.342 | 1.000 | 0.001 | 0.036 |
| quality | -0.098 | -0.258 | 0.106 | -0.017 | -0.295 | 0.087 | -0.055 | -0.323 | 0.033 | 0.030 | 0.447 | -0.004 | 0.001 | 1.000 | 0.130 |
| type | 0.504 | 0.664 | 0.424 | 0.350 | 0.765 | 0.419 | 0.800 | 0.322 | 0.333 | 0.472 | 0.147 | 0.028 | 0.036 | 0.130 | 1.000 |
| type | fixed_acidity | volatile_acidity | citric_acid | residual_sugar | chlorides | free_sulfur_dioxide | total_sulfur_dioxide | density | pH | sulphates | alcohol | X | Y | quality | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | red | 7.4 | 0.70 | 0.00 | 1.9 | 0.076 | 11.0 | 34.0 | 0.9978 | 3.51 | 0.56 | 9.4 | -5133.037065 | 274269.661220 | 5 |
| 1 | red | 7.8 | 0.88 | 0.00 | 2.6 | 0.098 | 25.0 | 67.0 | 0.9968 | 3.20 | 0.68 | 9.8 | -19891.404070 | 200352.226164 | 5 |
| 2 | red | 7.8 | 0.76 | 0.04 | 2.3 | 0.092 | 15.0 | 54.0 | 0.9970 | 3.26 | 0.65 | 9.8 | -20344.634864 | 223184.242998 | 5 |
| 3 | red | 11.2 | 0.28 | 0.56 | 1.9 | 0.075 | 17.0 | 60.0 | 0.9980 | 3.16 | 0.58 | 9.8 | -39206.746544 | 233633.249037 | 6 |
| 4 | red | 7.4 | 0.70 | 0.00 | 1.9 | 0.076 | 11.0 | 34.0 | 0.9978 | 3.51 | 0.56 | 9.4 | -30277.806444 | 223382.332307 | 5 |
| 5 | red | 7.4 | 0.66 | 0.00 | 1.8 | 0.075 | 13.0 | 40.0 | 0.9978 | 3.51 | 0.56 | 9.4 | -3479.217602 | 202207.494503 | 5 |
| 6 | red | 7.9 | 0.60 | 0.06 | 1.6 | 0.069 | 15.0 | 59.0 | 0.9964 | 3.30 | 0.46 | 9.4 | -33852.294526 | 213748.627633 | 5 |
| 7 | red | 7.3 | 0.65 | 0.00 | 1.2 | 0.065 | 15.0 | 21.0 | 0.9946 | 3.39 | 0.47 | 10.0 | -12766.093599 | 199255.687337 | 7 |
| 8 | red | 7.8 | 0.58 | 0.02 | 2.0 | 0.073 | 9.0 | 18.0 | 0.9968 | 3.36 | 0.57 | 9.5 | -23069.954957 | 201810.854144 | 7 |
| 9 | red | 7.5 | 0.50 | 0.36 | 6.1 | 0.071 | 17.0 | 102.0 | 0.9978 | 3.35 | 0.80 | 10.5 | -28100.555582 | 262625.236323 | 5 |
| type | fixed_acidity | volatile_acidity | citric_acid | residual_sugar | chlorides | free_sulfur_dioxide | total_sulfur_dioxide | density | pH | sulphates | alcohol | X | Y | quality | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 6487 | white | 6.8 | 0.220 | 0.36 | 1.20 | 0.052 | 38.0 | 127.0 | 0.99330 | 3.04 | 0.54 | 9.2 | 9061.449890 | 204050.296495 | 5 |
| 6488 | white | 4.9 | 0.235 | 0.27 | 11.75 | 0.030 | 34.0 | 118.0 | 0.99540 | 3.07 | 0.50 | 9.4 | -24684.446928 | 264507.123144 | 6 |
| 6489 | white | 6.1 | 0.340 | 0.29 | 2.20 | 0.036 | 25.0 | 100.0 | 0.98938 | 3.06 | 0.44 | 11.8 | -35246.119620 | 261653.937554 | 6 |
| 6490 | white | 5.7 | 0.210 | 0.32 | 0.90 | 0.038 | 38.0 | 121.0 | 0.99074 | 3.24 | 0.46 | 10.6 | -27925.720992 | 189457.029678 | 6 |
| 6491 | white | 6.5 | 0.230 | 0.38 | 1.30 | 0.032 | 29.0 | 112.0 | 0.99298 | 3.29 | 0.54 | 9.7 | -26631.268051 | 198739.757888 | 5 |
| 6492 | white | 6.2 | 0.210 | 0.29 | 1.60 | 0.039 | 24.0 | 92.0 | 0.99114 | 3.27 | 0.50 | 11.2 | -11906.686119 | 220458.424715 | 6 |
| 6493 | white | 6.6 | 0.320 | 0.36 | 8.00 | 0.047 | 57.0 | 168.0 | 0.99490 | 3.15 | 0.46 | 9.6 | -40305.138001 | 222811.809785 | 5 |
| 6494 | white | 6.5 | 0.240 | 0.19 | 1.20 | 0.041 | 30.0 | 111.0 | 0.99254 | 2.99 | 0.46 | 9.4 | -20915.489754 | 216220.323941 | 6 |
| 6495 | white | 5.5 | 0.290 | 0.30 | 1.10 | 0.022 | 20.0 | 110.0 | 0.98869 | 3.34 | 0.38 | 12.8 | -28367.071006 | 194490.884343 | 7 |
| 6496 | white | 6.0 | 0.210 | 0.38 | 0.80 | 0.020 | 22.0 | 98.0 | 0.98941 | 3.26 | 0.32 | 11.8 | -16086.895896 | 200685.486936 | 6 |